Iced tea, but I'm pretty sure I'll sometimes just say "ice tea" under the convention of being a lazy ****.
The "d' sound right next to the "t" sound creates a pause that makes it a little less fluid or natural to say without interrupting the flow of speech or sounding awkward though.